Shameless plug: in case someone finds this requiring too many tokens, we shared the recipe on how we built our own in house audit skill so that it can easily be replicated and tuned to different environments https://www.synthesia.io/post/automating-code-security-revie...
Hi Cloudflare people, if you are reading this. Please clean up your Cloudflare. Skills. There are way too many skills for the platform. You should consolidate all of your skills into a single skill and route everything thru that skill. The way it is right now pollutes our context window.
Tip for security professionals using LLMs: audit skills that explicitly frame the task as security research sometimes trigger refusals from the top OpenAI and Anthropic models because they guard against misuse. What works for me: separate skills for bug classes (and bugs in general) without the security framing, plus another skill that combines their findings to spot security bugs.
Probably to save their skin if agent starts to do some unexpected things and bringing havoc. But I doubt that OpenAI models with normal subscription, for example, wont even work with this skill.
Shameless plug: in case someone finds this requiring too many tokens, we shared the recipe on how we built our own in house audit skill so that it can easily be replicated and tuned to different environments https://www.synthesia.io/post/automating-code-security-revie...
This is awesome. Thanks for sharing
Hi Cloudflare people, if you are reading this. Please clean up your Cloudflare. Skills. There are way too many skills for the platform. You should consolidate all of your skills into a single skill and route everything thru that skill. The way it is right now pollutes our context window.
https://github.com/cloudflare/skills/tree/main/skills
14 skills with short descriptions doesn't seem like an issue to me.
I really don't understand why they didn't create an "app store" style skills library where it could be approved and scanned for security issues
I'm sure they read here.
John Cloudflare: https://news.ycombinator.com/user?id=eastdakota
They actually do.
Tip for security professionals using LLMs: audit skills that explicitly frame the task as security research sometimes trigger refusals from the top OpenAI and Anthropic models because they guard against misuse. What works for me: separate skills for bug classes (and bugs in general) without the security framing, plus another skill that combines their findings to spot security bugs.
I threw 1M tokens for nothing in a medium codebase.
how much is medium codebase, like 50kloc including docs?
500kloc plus at least ten million lines of gastown logs.
For a todo cli. That doesn’t work.
Welcome to agentic coding in 2026.
in this case medium is relative to the projects I've worked. Bad expression anyway.
Uf, how much tokens?
At least 150k on my relatively small FastAPI project, but hit my session limit. Continuing in a few hours.
Oof. YAGNI. 150k tokens is where you start hitting the "dumb zone" (model attention issues and inconsistent adherence to instructions).
Any clues why "an OS-enforced sandbox" is in requirements?
Probably to save their skin if agent starts to do some unexpected things and bringing havoc. But I doubt that OpenAI models with normal subscription, for example, wont even work with this skill.